{"id":"W4400345395","doi":"10.1016/j.jtct.2024.06.030","title":"Tandem Autologous Stem Cell Transplantation Does Not Benefit High-Risk Myeloma Patients in the Maintenance Era: Real-World Results from The Canadian Myeloma Research Group Database","year":2024,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Memorial University of Newfoundland; University of Alberta; Université de Montréal; University of Saskatchewan; Queen Elizabeth II Health Sciences Centre; Dalhousie University; Saskatchewan Cancer Agency; CancerCare Manitoba; Ottawa Hospital; Ottawa Regional Cancer Foundation; Juravinski Cancer Centre; Institute of Cancer Research; Saint John Regional Hospital; BC Cancer Agency; University of Calgary; Princess Margaret Cancer Centre; University of British Columbia; Alberta Cancer Foundation; McGill University","funders":"","keywords":"Medicine; Multiple myeloma; Transplantation; Autologous stem-cell transplantation; Internal medicine; Oncology; Bortezomib; Regimen; Maintenance therapy; Cyclophosphamide; Cohort; Surgery; Chemotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00283808,0.0003840692,0.001190135,0.001502667,0.001365001,0.002686227,0.002268018,0.0008494157,0.004026729],"category_scores_gemma":[0.01971026,0.0003088394,0.001144489,0.008640423,0.0006050218,0.001019308,0.0008734937,0.0008281833,0.0004553801],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01345195,"about_ca_system_score_gemma":0.0271604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8620428,"about_ca_topic_score_gemma":0.9349266,"domain_scores_codex":[0.9958537,0.0005586708,0.0004280887,0.0005763956,0.001954637,0.0006285817],"domain_scores_gemma":[0.9849457,0.003102595,0.004559385,0.00112616,0.004897511,0.001368781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003342099,0.0001010195,0.9232119,0.0008516721,0.001454601,0.0001226099,0.0002975972,0.0004930879,0.0001242868,0.0006476242,0.05063117,0.01872221],"study_design_scores_gemma":[0.000522723,0.00009443115,0.9828263,0.0003904038,0.001083561,0.0002042288,0.0004882887,0.0007577665,0.0001064822,0.0002488179,0.01322633,0.00005065866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5518963,0.0111008,0.0002640473,0.004079332,0.0001017688,0.0002877641,0.4207582,0.00008424526,0.01142755],"genre_scores_gemma":[0.8522304,0.004137368,0.000658491,0.001789817,0.00007525454,0.0001515934,0.1398868,0.00003305279,0.001037145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9865481,"threshold_uncertainty_score":0.2775393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03335916754604702,"score_gpt":0.2918436707820194,"score_spread":0.2584845032359724,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}